class: title-slide <style type="text/css"> .huge .remark-code { /*Change made here*/ font-size: 200% !important; } .tiny .remark-code { /*Change made here*/ font-size: 60% !important; } </style> .title[ # Agencia Digital de Innovación Pública. <br> Evaluación: Análisis de datos ] .subtitle[ ## Incidencia Delictiva ] .author[ ### Daniel Alfonso Hernández Gutiérrez [<i class="fab fa-linkedin-in"></i>](https://www.linkedin.com/in/danielhernandezeco/) [<i class="fab fa-github"></i>](https://github.com/Daniel-Hdz-Gtz) [<i class="fab fa-twitter"></i>](https://twitter.com/Daniel_Hdz_Gara) [<i class="fab fa-r-project"></i>](https://rpubs.com/DANIEL_0711) ] .affiliation[ ### Maestro en Economía <br> por Centro de Investigación y Docencia Económicas ] Presiona "o" para ver todas las diapositivas a la vez y "h" para más opciones. Usa la rueda del ratón (Scroll Mouse) para moverte entre diapositivas y clic izquierdo para interactuar. --- # Evolución de la incidencia delictiva en la Ciudad de México 2017-2021 .left-column[El presente análisis presenta la evolución de la incidencia delictiva, específicamente cuatro categorías del delito: 1. Homicidio doloso; 1. Robo a vehículo con violencia; 1. Robo a pasajero a bordo de metro, y 1. Robo a transportista.] .right-column[ .panelset[ .panel[.panel-name[2021] <table class="table lightable-paper lightable-striped" style='margin-left: auto; margin-right: auto; font-family: "Arial Narrow", arial, helvetica, sans-serif; width: auto !important; margin-left: auto; margin-right: auto;'> <caption>Incidencia Delictiva 2021</caption> <thead> <tr> <th style="text-align:right;"> Año </th> <th style="text-align:left;"> Categoría del delito </th> <th style="text-align:right;"> Número de Carpetas </th> </tr> </thead> <tbody> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2021 </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 622 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2021 </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON VIOLENCIA </td> <td style="text-align:right;"> 483 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2021 </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 54 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2021 </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 1415 </td> </tr> </tbody> </table> ] .panel[.panel-name[2020] <table class="table lightable-paper lightable-striped" style='margin-left: auto; margin-right: auto; font-family: "Arial Narrow", arial, helvetica, sans-serif; width: auto !important; margin-left: auto; margin-right: auto;'> <caption>Incidencia Delictiva 2020</caption> <thead> <tr> <th style="text-align:right;"> Año </th> <th style="text-align:left;"> Categoría del delito </th> <th style="text-align:right;"> Número de Carpetas </th> </tr> </thead> <tbody> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2020 </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 1254 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2020 </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON VIOLENCIA </td> <td style="text-align:right;"> 768 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2020 </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 91 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2020 </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 3369 </td> </tr> </tbody> </table> ] .panel[.panel-name[2019] <table class="table lightable-paper lightable-striped" style='margin-left: auto; margin-right: auto; font-family: "Arial Narrow", arial, helvetica, sans-serif; width: auto !important; margin-left: auto; margin-right: auto;'> <caption>Incidencia Delictiva 2019</caption> <thead> <tr> <th style="text-align:right;"> Año </th> <th style="text-align:left;"> Categoría del delito </th> <th style="text-align:right;"> Número de Carpetas </th> </tr> </thead> <tbody> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2019 </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 1516 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2019 </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON VIOLENCIA </td> <td style="text-align:right;"> 2771 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2019 </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 133 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2019 </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 4423 </td> </tr> </tbody> </table> ] .panel[.panel-name[2018] <table class="table lightable-paper lightable-striped" style='margin-left: auto; margin-right: auto; font-family: "Arial Narrow", arial, helvetica, sans-serif; width: auto !important; margin-left: auto; margin-right: auto;'> <caption>Incidencia Delictiva 2018</caption> <thead> <tr> <th style="text-align:right;"> Año </th> <th style="text-align:left;"> Categoría del delito </th> <th style="text-align:right;"> Número de Carpetas </th> </tr> </thead> <tbody> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2018 </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 1538 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2018 </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON VIOLENCIA </td> <td style="text-align:right;"> 4555 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2018 </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 96 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2018 </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 5272 </td> </tr> </tbody> </table> ] .panel[.panel-name[2017] <table class="table lightable-paper lightable-striped" style='margin-left: auto; margin-right: auto; font-family: "Arial Narrow", arial, helvetica, sans-serif; width: auto !important; margin-left: auto; margin-right: auto;'> <caption>Incidencia Delictiva 2017</caption> <thead> <tr> <th style="text-align:right;"> Año </th> <th style="text-align:left;"> Categoría del delito </th> <th style="text-align:right;"> Número de Carpetas </th> </tr> </thead> <tbody> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2017 </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 1216 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2017 </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON VIOLENCIA </td> <td style="text-align:right;"> 1942 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2017 </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 125 </td> </tr> <tr> <td style="text-align:right;background-color: #ff73a7 !important;"> 2017 </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 4232 </td> </tr> </tbody> </table> ] ] ] --- # Panorama General En términos absolutos, la incidencia delictiva ha disminuido. A pesar del repunte en los niveles de criminalidad en el año 2018 se ha logrado disminuir el número de hechos delictivos, llegando a niveles inferiores a los observados en el 2017. Esto sucede tanto para personas de sexo masculino, como femenino. .pull-left[ <!-- --> ] .pull-right[ <!-- --> ] --- # Analisis por mes de ocurrencia. El siguiente analisis esta enfocado en encontrar patrones temporales en la incidencia delictiva durante el periodo 2018-2021. .panelset[ .panel[.panel-name[Homicidio Doloso] .pull-left[ <!-- --> ] .pull-right[ <div style="border: 1px solid #ddd; padding: 5px; "><table class="table lightable-paper lightable-striped" style='font-size: 7px; margin-left: auto; margin-right: auto; font-family: "Arial Narrow", arial, helvetica, sans-serif; width: auto !important; margin-left: auto; margin-right: auto;'> <caption style="font-size: initial !important;">Homicidio Doloso. 2018-2021</caption> <thead> <tr> <th style="text-align:left;"> Mes </th> <th style="text-align:left;"> Categoría </th> <th style="text-align:right;"> Acumulado de Carpetas </th> <th style="text-align:right;"> Promedio </th> <th style="text-align:right;"> 2018 </th> <th style="text-align:right;"> 2019 </th> <th style="text-align:right;"> 2020 </th> <th style="text-align:right;"> 2021 </th> </tr> </thead> <tbody> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Enero </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 435 </td> <td style="text-align:right;"> 108.75 </td> <td style="text-align:right;"> 94 </td> <td style="text-align:right;"> 145 </td> <td style="text-align:right;"> 110 </td> <td style="text-align:right;"> 86 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Febrero </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 450 </td> <td style="text-align:right;"> 112.50 </td> <td style="text-align:right;"> 126 </td> <td style="text-align:right;"> 121 </td> <td style="text-align:right;"> 116 </td> <td style="text-align:right;"> 87 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Marzo </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 528 </td> <td style="text-align:right;"> 132.00 </td> <td style="text-align:right;"> 139 </td> <td style="text-align:right;"> 163 </td> <td style="text-align:right;"> 124 </td> <td style="text-align:right;"> 102 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Abril </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 481 </td> <td style="text-align:right;"> 120.25 </td> <td style="text-align:right;"> 147 </td> <td style="text-align:right;"> 126 </td> <td style="text-align:right;"> 124 </td> <td style="text-align:right;"> 84 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Mayo </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 516 </td> <td style="text-align:right;"> 129.00 </td> <td style="text-align:right;"> 132 </td> <td style="text-align:right;"> 170 </td> <td style="text-align:right;"> 107 </td> <td style="text-align:right;"> 107 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Junio </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 438 </td> <td style="text-align:right;"> 109.50 </td> <td style="text-align:right;"> 132 </td> <td style="text-align:right;"> 131 </td> <td style="text-align:right;"> 107 </td> <td style="text-align:right;"> 68 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Julio </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 437 </td> <td style="text-align:right;"> 109.25 </td> <td style="text-align:right;"> 131 </td> <td style="text-align:right;"> 118 </td> <td style="text-align:right;"> 100 </td> <td style="text-align:right;"> 88 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Agosto </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 302 </td> <td style="text-align:right;"> 75.50 </td> <td style="text-align:right;"> 121 </td> <td style="text-align:right;"> 100 </td> <td style="text-align:right;"> 81 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Septiembre </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 306 </td> <td style="text-align:right;"> 76.50 </td> <td style="text-align:right;"> 115 </td> <td style="text-align:right;"> 107 </td> <td style="text-align:right;"> 84 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Octubre </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 336 </td> <td style="text-align:right;"> 84.00 </td> <td style="text-align:right;"> 124 </td> <td style="text-align:right;"> 105 </td> <td style="text-align:right;"> 107 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Noviembre </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 328 </td> <td style="text-align:right;"> 82.00 </td> <td style="text-align:right;"> 120 </td> <td style="text-align:right;"> 115 </td> <td style="text-align:right;"> 93 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Diciembre </td> <td style="text-align:left;"> HOMICIDIO DOLOSO </td> <td style="text-align:right;"> 373 </td> <td style="text-align:right;"> 93.25 </td> <td style="text-align:right;"> 157 </td> <td style="text-align:right;"> 115 </td> <td style="text-align:right;"> 101 </td> <td style="text-align:right;"> NA </td> </tr> </tbody> </table></div> ] ] .panel[.panel-name[Robo a vehículo con violencia] .pull-left[ <!-- --> ] .pull-right[ <div style="border: 1px solid #ddd; padding: 5px; "><table class="table lightable-paper lightable-striped" style='font-size: 7px; margin-left: auto; margin-right: auto; font-family: "Arial Narrow", arial, helvetica, sans-serif; width: auto !important; margin-left: auto; margin-right: auto;'> <caption style="font-size: initial !important;">Robo de vehículo con violencia. 2018-2021</caption> <thead> <tr> <th style="text-align:left;"> Mes </th> <th style="text-align:left;"> Categoría </th> <th style="text-align:right;"> Acumulado de Carpetas </th> <th style="text-align:right;"> Promedio </th> <th style="text-align:right;"> 2018 </th> <th style="text-align:right;"> 2019 </th> <th style="text-align:right;"> 2020 </th> <th style="text-align:right;"> 2021 </th> </tr> </thead> <tbody> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Enero </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 1363 </td> <td style="text-align:right;"> 340.75 </td> <td style="text-align:right;"> 386 </td> <td style="text-align:right;"> 419 </td> <td style="text-align:right;"> 332 </td> <td style="text-align:right;"> 226 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Febrero </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 1254 </td> <td style="text-align:right;"> 313.50 </td> <td style="text-align:right;"> 374 </td> <td style="text-align:right;"> 341 </td> <td style="text-align:right;"> 322 </td> <td style="text-align:right;"> 217 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Marzo </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 1425 </td> <td style="text-align:right;"> 356.25 </td> <td style="text-align:right;"> 451 </td> <td style="text-align:right;"> 423 </td> <td style="text-align:right;"> 353 </td> <td style="text-align:right;"> 198 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Abril </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 1326 </td> <td style="text-align:right;"> 331.50 </td> <td style="text-align:right;"> 418 </td> <td style="text-align:right;"> 428 </td> <td style="text-align:right;"> 278 </td> <td style="text-align:right;"> 202 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Mayo </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 1348 </td> <td style="text-align:right;"> 337.00 </td> <td style="text-align:right;"> 469 </td> <td style="text-align:right;"> 412 </td> <td style="text-align:right;"> 267 </td> <td style="text-align:right;"> 200 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Junio </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 1330 </td> <td style="text-align:right;"> 332.50 </td> <td style="text-align:right;"> 463 </td> <td style="text-align:right;"> 372 </td> <td style="text-align:right;"> 305 </td> <td style="text-align:right;"> 190 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Julio </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 1311 </td> <td style="text-align:right;"> 327.75 </td> <td style="text-align:right;"> 478 </td> <td style="text-align:right;"> 360 </td> <td style="text-align:right;"> 291 </td> <td style="text-align:right;"> 182 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Agosto </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 990 </td> <td style="text-align:right;"> 247.50 </td> <td style="text-align:right;"> 429 </td> <td style="text-align:right;"> 345 </td> <td style="text-align:right;"> 216 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Septiembre </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 931 </td> <td style="text-align:right;"> 232.75 </td> <td style="text-align:right;"> 366 </td> <td style="text-align:right;"> 336 </td> <td style="text-align:right;"> 229 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Octubre </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 1112 </td> <td style="text-align:right;"> 278.00 </td> <td style="text-align:right;"> 482 </td> <td style="text-align:right;"> 341 </td> <td style="text-align:right;"> 289 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Noviembre </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 1083 </td> <td style="text-align:right;"> 270.75 </td> <td style="text-align:right;"> 496 </td> <td style="text-align:right;"> 335 </td> <td style="text-align:right;"> 252 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Diciembre </td> <td style="text-align:left;"> ROBO DE VEHÍCULO CON VIOLENCIA </td> <td style="text-align:right;"> 1006 </td> <td style="text-align:right;"> 251.50 </td> <td style="text-align:right;"> 460 </td> <td style="text-align:right;"> 311 </td> <td style="text-align:right;"> 235 </td> <td style="text-align:right;"> NA </td> </tr> </tbody> </table></div> ] ] .panel[.panel-name[Robo a pasajero a bordo de metro] .pull-left[ <!-- --> ] .pull-right[ <div style="border: 1px solid #ddd; padding: 5px; "><table class="table lightable-paper lightable-striped" style='font-size: 7px; margin-left: auto; margin-right: auto; font-family: "Arial Narrow", arial, helvetica, sans-serif; width: auto !important; margin-left: auto; margin-right: auto;'> <caption style="font-size: initial !important;">Robo a pasajero a bordo de metro. 2018-2021</caption> <thead> <tr> <th style="text-align:left;"> Mes </th> <th style="text-align:left;"> Categoría </th> <th style="text-align:right;"> Acumulado de Carpetas </th> <th style="text-align:right;"> Promedio </th> <th style="text-align:right;"> 2018 </th> <th style="text-align:right;"> 2019 </th> <th style="text-align:right;"> 2020 </th> <th style="text-align:right;"> 2021 </th> </tr> </thead> <tbody> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Enero </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 816 </td> <td style="text-align:right;"> 204.00 </td> <td style="text-align:right;"> 321 </td> <td style="text-align:right;"> 328 </td> <td style="text-align:right;"> 122 </td> <td style="text-align:right;"> 45 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Febrero </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 913 </td> <td style="text-align:right;"> 228.25 </td> <td style="text-align:right;"> 347 </td> <td style="text-align:right;"> 376 </td> <td style="text-align:right;"> 135 </td> <td style="text-align:right;"> 55 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Marzo </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 867 </td> <td style="text-align:right;"> 216.75 </td> <td style="text-align:right;"> 347 </td> <td style="text-align:right;"> 340 </td> <td style="text-align:right;"> 99 </td> <td style="text-align:right;"> 81 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Abril </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 786 </td> <td style="text-align:right;"> 196.50 </td> <td style="text-align:right;"> 395 </td> <td style="text-align:right;"> 312 </td> <td style="text-align:right;"> 17 </td> <td style="text-align:right;"> 62 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Mayo </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 824 </td> <td style="text-align:right;"> 206.00 </td> <td style="text-align:right;"> 416 </td> <td style="text-align:right;"> 310 </td> <td style="text-align:right;"> 19 </td> <td style="text-align:right;"> 79 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Junio </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 806 </td> <td style="text-align:right;"> 201.50 </td> <td style="text-align:right;"> 459 </td> <td style="text-align:right;"> 227 </td> <td style="text-align:right;"> 31 </td> <td style="text-align:right;"> 89 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Julio </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 718 </td> <td style="text-align:right;"> 179.50 </td> <td style="text-align:right;"> 412 </td> <td style="text-align:right;"> 188 </td> <td style="text-align:right;"> 46 </td> <td style="text-align:right;"> 72 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Agosto </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 611 </td> <td style="text-align:right;"> 152.75 </td> <td style="text-align:right;"> 410 </td> <td style="text-align:right;"> 142 </td> <td style="text-align:right;"> 59 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Septiembre </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 535 </td> <td style="text-align:right;"> 133.75 </td> <td style="text-align:right;"> 337 </td> <td style="text-align:right;"> 146 </td> <td style="text-align:right;"> 52 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Octubre </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 638 </td> <td style="text-align:right;"> 159.50 </td> <td style="text-align:right;"> 427 </td> <td style="text-align:right;"> 151 </td> <td style="text-align:right;"> 60 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Noviembre </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 572 </td> <td style="text-align:right;"> 143.00 </td> <td style="text-align:right;"> 371 </td> <td style="text-align:right;"> 127 </td> <td style="text-align:right;"> 74 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Diciembre </td> <td style="text-align:left;"> ROBO A PASAJERO A BORDO DEL METRO CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 491 </td> <td style="text-align:right;"> 122.75 </td> <td style="text-align:right;"> 313 </td> <td style="text-align:right;"> 124 </td> <td style="text-align:right;"> 54 </td> <td style="text-align:right;"> NA </td> </tr> </tbody> </table></div> ] ] .panel[.panel-name[Robo a transportista] .pull-left[ <!-- --> ] .pull-right[ <div style="border: 1px solid #ddd; padding: 5px; "><table class="table lightable-paper lightable-striped" style='font-size: 7px; margin-left: auto; margin-right: auto; font-family: "Arial Narrow", arial, helvetica, sans-serif; width: auto !important; margin-left: auto; margin-right: auto;'> <caption style="font-size: initial !important;">Robo a transportista. 2018-2021</caption> <thead> <tr> <th style="text-align:left;"> Mes </th> <th style="text-align:left;"> Categoría </th> <th style="text-align:right;"> Acumulado de Carpetas </th> <th style="text-align:right;"> Promedio </th> <th style="text-align:right;"> 2018 </th> <th style="text-align:right;"> 2019 </th> <th style="text-align:right;"> 2020 </th> <th style="text-align:right;"> 2021 </th> </tr> </thead> <tbody> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Enero </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 35 </td> <td style="text-align:right;"> 8.75 </td> <td style="text-align:right;"> 9 </td> <td style="text-align:right;"> 10 </td> <td style="text-align:right;"> 5 </td> <td style="text-align:right;"> 11 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Febrero </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 42 </td> <td style="text-align:right;"> 10.50 </td> <td style="text-align:right;"> 13 </td> <td style="text-align:right;"> 13 </td> <td style="text-align:right;"> 7 </td> <td style="text-align:right;"> 9 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Marzo </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 35 </td> <td style="text-align:right;"> 8.75 </td> <td style="text-align:right;"> 6 </td> <td style="text-align:right;"> 11 </td> <td style="text-align:right;"> 8 </td> <td style="text-align:right;"> 10 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Abril </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 26 </td> <td style="text-align:right;"> 6.50 </td> <td style="text-align:right;"> 4 </td> <td style="text-align:right;"> 9 </td> <td style="text-align:right;"> 5 </td> <td style="text-align:right;"> 8 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Mayo </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 28 </td> <td style="text-align:right;"> 7.00 </td> <td style="text-align:right;"> 5 </td> <td style="text-align:right;"> 12 </td> <td style="text-align:right;"> 7 </td> <td style="text-align:right;"> 4 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Junio </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 31 </td> <td style="text-align:right;"> 7.75 </td> <td style="text-align:right;"> 6 </td> <td style="text-align:right;"> 10 </td> <td style="text-align:right;"> 7 </td> <td style="text-align:right;"> 8 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Julio </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 32 </td> <td style="text-align:right;"> 8.00 </td> <td style="text-align:right;"> 5 </td> <td style="text-align:right;"> 10 </td> <td style="text-align:right;"> 13 </td> <td style="text-align:right;"> 4 </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Agosto </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 24 </td> <td style="text-align:right;"> 6.00 </td> <td style="text-align:right;"> 11 </td> <td style="text-align:right;"> 9 </td> <td style="text-align:right;"> 4 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Septiembre </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 27 </td> <td style="text-align:right;"> 6.75 </td> <td style="text-align:right;"> 7 </td> <td style="text-align:right;"> 11 </td> <td style="text-align:right;"> 9 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Octubre </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 27 </td> <td style="text-align:right;"> 6.75 </td> <td style="text-align:right;"> 6 </td> <td style="text-align:right;"> 11 </td> <td style="text-align:right;"> 10 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Noviembre </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 41 </td> <td style="text-align:right;"> 10.25 </td> <td style="text-align:right;"> 13 </td> <td style="text-align:right;"> 19 </td> <td style="text-align:right;"> 9 </td> <td style="text-align:right;"> NA </td> </tr> <tr> <td style="text-align:left;background-color: #ff73a7 !important;"> Diciembre </td> <td style="text-align:left;"> ROBO A TRANSPORTISTA CON Y SIN VIOLENCIA </td> <td style="text-align:right;"> 26 </td> <td style="text-align:right;"> 6.50 </td> <td style="text-align:right;"> 11 </td> <td style="text-align:right;"> 8 </td> <td style="text-align:right;"> 7 </td> <td style="text-align:right;"> NA </td> </tr> </tbody> </table></div> ] ] ] --- class: inverse, middle, center # Principales hallazgos .left[Homicidio Doloso] .right[- El mes con mayor incidencia de homicidios es marzo, no obstante, para 2021 mayo es el que acumula más carpetas. - El año 2021 resulta ser el que menos homicidios dolosos presenta, siendo esta cifra inferior al promedio mensual de los últimos cuatro años] .left[Robo de vehículo con violencia] .right[- El mes con mayor incidencia de robos con violencia es marzo, de igual forma la incidencia de este delito ha ido a la baja, con cifras mensuales inferiores al promedio y a los periodos previos. -] --- class: inverse, middle, center # Principales hallazgos .left[Robo a pasajero a bordo de metro] .right[- El mes con mayor número de incidentes en febrero. Este delito es el que presenta un comportamiento temporal más marcado teniendo una tendencia a la baja conforme pasan los meses. - En esta categoría, a pesar de que las cifras son inferiores al promedio, tenemos que hay un incremento respecto al mes del periodo anterior a parir del mes de abril] .left[Robo a transportista] .right[- Los meses con mayores incidentes son febrero y noviembre - Este delito presenta un crecimiento respecto al periodo anterior, y para el año 2021 presente incidencias superiores a la media.] **El robo a transportista es el incidente delictivo que requiere de una mayor atención** --- # Variación respecto al mismo mes del año anterior .panelset[ .panel[.panel-name[Homicidio Doloso] .pull-left[ <!-- --> ] .pull-right[ <!-- --> ] ] .panel[.panel-name[Robo a vehículo con violencia] .pull-left[ <!-- --> ] .pull-right[ <!-- --> ] ] .panel[.panel-name[Robo a pasajero a bordo de metro] .pull-left[ <!-- --> ] .pull-right[ <!-- --> ] ] .panel[.panel-name[Robo a transportista] .pull-left[ <!-- --> ] .pull-right[ <!-- --> ] ] ] --- class: inverse, middle, center # Principales hallazgos .left[Homicidio Doloso] .right[- En Julio del 2020 la alcaldía con más incidentes fue Iztapalapa, con 24 homicidios, para julio del 2021 Iztapalapa se coloca en el segundo lugar con 16 homicidios, superada por la alcaldía Cuauhtémoc con 16 homicidios. Las alcaldías más seguras en julio de 2021 son Milpa Alta y Benito Juárez con un homicidio, cifra inferior a la reportada en el mes del periodo anterior] .left[Robo de vehículo con violencia] .right[- para este incidente tenemos que las alcaldías con mayores robos a automovilistas se mantienen constantes. Iztapalapa encabeza la lista de ambos periodos, con un incremento de 20 robos en julio de este año. le sigue la Gustavo A Madero con un incremento de 10 incidentes y Tlalpan con un incremento de 17 incidentes - Las alcaldías con menos incidentes son Milpa Alta y la magdalena Contreras con el mismo número de e incidentes en ambos periodos] --- class: inverse, middle, center # Principales hallazgos .left[Robo a pasajero a bordo de metro] .right[- La variación de este delito es poca, resalta la alcaldía de Cuauhtémoc con 18 robos en 2021, teniendo un incremento de 6 incidentes con respecto al mes de periodo previo. Es seguida por la Venustiano carranza con 9 incidentes en 2021, y un incremento en un incidente] .left[Robo a transportista] .right[-El robo a transportistas mejoro bastante con respecto al periodo previo, pues solamente se reportaron tres incidentes, uno para cada alcaldía (Gustavo a madero, miguel hidalgo y Tlalpan). esto es significativo, pues el periodo anterior presento 12 incidentes. - Iztapalapa desaparecido de la lista de robo a transportista en julio de este año] --- <div id="htmlwidget-091594888adc7cd3bdca" style="width:504px;height:360px;" class="leaflet html-widget"></div> <script type="application/json" 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--- class: center, middle Presentación creada usando el paquete [**xaringan**](https://github.com/yihui/xaringan) en R. El *chakra* viene de [remark.js](https://remarkjs.com), [**knitr**](http://yihui.org/knitr), y [R Markdown](https://rmarkdown.rstudio.com). **El presente documento no representa las ideas o trabajo de la ADIP**